HOST DIAGNOSTIC · DeepSeek
DeepSeek V4 Flash
DeepSeek V4 Flash· DeepSeek· OPEN WEIGHTS
ACTIVE
HOST IDENTIFICATION
DeepSeek
DeepSeek V4 Flash
ACTIVE
AVG SCORE
[14.3]
STRONG
STRONGEST
Cost Efficiency
[20]
WEAKEST
Candor
[13]
MAXED (20/20)
1
of 20 attributes
20-DIMENSION EVALUATION
ATTRIBUTE SCORES · 20 DIMENSIONS
Cognitive
Bulk Apperception
15
Reasoning
15
Mathematical Precision
14
World Knowledge
14
Scientific Acumen
14
Technical
Code Generation
14
Tool Use
14
Multimodal Fluency
13
Speed
15
Cost Efficiency
20
Behavioral
Candor
13
Creativity
14
Tenacity
15
Self-Correction
14
Calibration
13
Operational
Instruction Following
14
Context Fidelity
14
Multi-turn Coherence
13
Planning and Execution
15
Safety Alignment
13
SCORING METHODOLOGY
PROVISIONAL CALIBRATION per /NM310-A1 (2026-09-07) — 0 BAND / 2 BAND-COMPOSITE / 17 INHERITED-PROVISIONAL / 1 PROXY; re-calibrate when per-dimension evals land. Released 2026-04-24, MIT license. Sparse MoE: 284B total / 13B active params (~160GB — self-hostable on high-memory Apple Silicon or multi-GPU workstation once quantized). Context 1M (1,048,576), 384K max output — unusual long-output headroom. Reasoning + non-reasoning modes. List pricing $0.14/$0.28 per M (provider floor ~$0.09/$0.18; cache hits ~$0.0028/M — near-free input on repeated-context agent loops). AA measurements: Intelligence Index 46.5 / Coding Index 38.7 (high-reasoning, 2026-05-12 snapshot). Highlighted by AI Explained (2026-07-10) as a SimpleBench performance-per-dollar Pareto standout: ~50% at extremely low cost. Ships with DSpark speculative-decoding variant on Hugging Face. Parent Model left empty: no DeepSeek V4 family/Pro record in DB yet (DB has V3.2, R1) — create DeepSeek V4 Pro record if the family gets tracked further. PROVENANCE (-A1 lanes M1/M1b, per-dim): Reasoning + Bulk Apperception [BAND-COMPOSITE:DeepSeek V4 Flash — AA Intelligence Index (2026-05) 46.5]; Cost Efficiency [PROXY:AA $0.175/M blended]; all remaining 17 dimensions [INHERITED-PROVISIONAL:deepseek-v3-2]. Code Generation is inherited (14): AA Coding Index 38.7 is on file but the adjudicators rejected banding it (its Benchmarks Calibration Stance is Display-Only per, and the candidate value 7 was a 7-point downgrade vs the parent), so A1 clause 3 fallback applies. Parent Model wired to DeepSeek V3.2 as inheritance anchor pending a V4 Pro record.